In this notebook, we’ll explore a dataset containing information about airline passengers and their satisfaction levels. We’ll preprocess the data, build a machine learning model and evaluate the performance.
# Load libraries
library(tidyverse)
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## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ ggplot2 3.5.1 ✔ tibble 3.2.1
## ✔ lubridate 1.9.3 ✔ tidyr 1.3.1
## ✔ purrr 1.0.2
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ptm <- proc.time()
library(ranger)
library(mlr)
## Lade nötiges Paket: ParamHelpers
## Warning message: 'mlr' is in 'maintenance-only' mode since July 2019.
## Future development will only happen in 'mlr3'
## (<https://mlr3.mlr-org.com>). Due to the focus on 'mlr3' there might be
## uncaught bugs meanwhile in {mlr} - please consider switching.
library(caret)
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## train
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## lift
library(ggplot2)
library(plotly)
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## last_plot
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## layout
Importing the data
data <- read.csv('./data/train.csv')
head(data)
## X id Gender Customer.Type Age Type.of.Travel Class
## 1 0 70172 Male Loyal Customer 13 Personal Travel Eco Plus
## 2 1 5047 Male disloyal Customer 25 Business travel Business
## 3 2 110028 Female Loyal Customer 26 Business travel Business
## 4 3 24026 Female Loyal Customer 25 Business travel Business
## 5 4 119299 Male Loyal Customer 61 Business travel Business
## 6 5 111157 Female Loyal Customer 26 Personal Travel Eco
## Flight.Distance Inflight.wifi.service Departure.Arrival.time.convenient
## 1 460 3 4
## 2 235 3 2
## 3 1142 2 2
## 4 562 2 5
## 5 214 3 3
## 6 1180 3 4
## Ease.of.Online.booking Gate.location Food.and.drink Online.boarding
## 1 3 1 5 3
## 2 3 3 1 3
## 3 2 2 5 5
## 4 5 5 2 2
## 5 3 3 4 5
## 6 2 1 1 2
## Seat.comfort Inflight.entertainment On.board.service Leg.room.service
## 1 5 5 4 3
## 2 1 1 1 5
## 3 5 5 4 3
## 4 2 2 2 5
## 5 5 3 3 4
## 6 1 1 3 4
## Baggage.handling Checkin.service Inflight.service Cleanliness
## 1 4 4 5 5
## 2 3 1 4 1
## 3 4 4 4 5
## 4 3 1 4 2
## 5 4 3 3 3
## 6 4 4 4 1
## Departure.Delay.in.Minutes Arrival.Delay.in.Minutes satisfaction
## 1 25 18 neutral or dissatisfied
## 2 1 6 neutral or dissatisfied
## 3 0 0 satisfied
## 4 11 9 neutral or dissatisfied
## 5 0 0 satisfied
## 6 0 0 neutral or dissatisfied
summary(data)
## X id Gender Customer.Type
## Min. : 0 Min. : 1 Length:103904 Length:103904
## 1st Qu.: 25976 1st Qu.: 32534 Class :character Class :character
## Median : 51952 Median : 64857 Mode :character Mode :character
## Mean : 51952 Mean : 64924
## 3rd Qu.: 77927 3rd Qu.: 97368
## Max. :103903 Max. :129880
##
## Age Type.of.Travel Class Flight.Distance
## Min. : 7.00 Length:103904 Length:103904 Min. : 31
## 1st Qu.:27.00 Class :character Class :character 1st Qu.: 414
## Median :40.00 Mode :character Mode :character Median : 843
## Mean :39.38 Mean :1189
## 3rd Qu.:51.00 3rd Qu.:1743
## Max. :85.00 Max. :4983
##
## Inflight.wifi.service Departure.Arrival.time.convenient Ease.of.Online.booking
## Min. :0.00 Min. :0.00 Min. :0.000
## 1st Qu.:2.00 1st Qu.:2.00 1st Qu.:2.000
## Median :3.00 Median :3.00 Median :3.000
## Mean :2.73 Mean :3.06 Mean :2.757
## 3rd Qu.:4.00 3rd Qu.:4.00 3rd Qu.:4.000
## Max. :5.00 Max. :5.00 Max. :5.000
##
## Gate.location Food.and.drink Online.boarding Seat.comfort
## Min. :0.000 Min. :0.000 Min. :0.00 Min. :0.000
## 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:2.00 1st Qu.:2.000
## Median :3.000 Median :3.000 Median :3.00 Median :4.000
## Mean :2.977 Mean :3.202 Mean :3.25 Mean :3.439
## 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:4.00 3rd Qu.:5.000
## Max. :5.000 Max. :5.000 Max. :5.00 Max. :5.000
##
## Inflight.entertainment On.board.service Leg.room.service Baggage.handling
## Min. :0.000 Min. :0.000 Min. :0.000 Min. :1.000
## 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:3.000
## Median :4.000 Median :4.000 Median :4.000 Median :4.000
## Mean :3.358 Mean :3.382 Mean :3.351 Mean :3.632
## 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:5.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
##
## Checkin.service Inflight.service Cleanliness Departure.Delay.in.Minutes
## Min. :0.000 Min. :0.00 Min. :0.000 Min. : 0.00
## 1st Qu.:3.000 1st Qu.:3.00 1st Qu.:2.000 1st Qu.: 0.00
## Median :3.000 Median :4.00 Median :3.000 Median : 0.00
## Mean :3.304 Mean :3.64 Mean :3.286 Mean : 14.82
## 3rd Qu.:4.000 3rd Qu.:5.00 3rd Qu.:4.000 3rd Qu.: 12.00
## Max. :5.000 Max. :5.00 Max. :5.000 Max. :1592.00
##
## Arrival.Delay.in.Minutes satisfaction
## Min. : 0.00 Length:103904
## 1st Qu.: 0.00 Class :character
## Median : 0.00 Mode :character
## Mean : 15.18
## 3rd Qu.: 13.00
## Max. :1584.00
## NA's :310
# Print the column names of the dataset
print(colnames(data))
## [1] "X" "id"
## [3] "Gender" "Customer.Type"
## [5] "Age" "Type.of.Travel"
## [7] "Class" "Flight.Distance"
## [9] "Inflight.wifi.service" "Departure.Arrival.time.convenient"
## [11] "Ease.of.Online.booking" "Gate.location"
## [13] "Food.and.drink" "Online.boarding"
## [15] "Seat.comfort" "Inflight.entertainment"
## [17] "On.board.service" "Leg.room.service"
## [19] "Baggage.handling" "Checkin.service"
## [21] "Inflight.service" "Cleanliness"
## [23] "Departure.Delay.in.Minutes" "Arrival.Delay.in.Minutes"
## [25] "satisfaction"
Removing unwanted columns
data <- data %>%
select(-id)
Reporting the amount of missing data
# Anzahl der NA-Werte in der Spalte 'Arrival.Delay.in.Minutes' vor der Mutation
na_count <- sum(is.na(data$`Arrival.Delay.in.Minutes`))
print(na_count)
## [1] 310
Handling missing values
# Replace NA values with the mean of the column "Arrival.Delay.in.Minutes"
data <- data %>%
mutate(`Arrival.Delay.in.Minutes` = if_else(
is.na(`Arrival.Delay.in.Minutes`),
mean(`Arrival.Delay.in.Minutes`, na.rm = TRUE),
`Arrival.Delay.in.Minutes`
))
Encoding categorical variables
data$Gender <- ifelse(data$Gender == 'Male', 1, 0)
data$`Customer.Type` <- ifelse(data$`Customer.Type` == 'Loyal Customer', 1, 0) # Correct column name
data$`Type.of.Travel` <- ifelse(data$`Type.of.Travel` == 'Business travel', 1, 0) # Correct column name
data$Class <- ifelse(data$Class == 'Business', 1, ifelse(data$Class == 'Eco', 0, -1))
data$satisfaction <- ifelse(data$satisfaction == 'neutral or dissatisfied', 1, 0)
data$satisfaction <- factor(data$satisfaction)
train_data <- data
Applying the same steps to test data
test_data <- read.csv('./data/test.csv')
test_data <- test_data %>%
select(-id)
test_data <- test_data %>%
mutate(`Arrival.Delay.in.Minutes` = if_else(
is.na(`Arrival.Delay.in.Minutes`),
mean(`Arrival.Delay.in.Minutes`, na.rm = TRUE),
`Arrival.Delay.in.Minutes`
))
test_data$Gender <- ifelse(test_data$Gender == 'Male', 1, 0)
test_data$`Customer.Type` <- ifelse(test_data$`Customer.Type` == 'Loyal Customer', 1, 0) # Correct column name
test_data$`Type.of.Travel` <- ifelse(test_data$`Type.of.Travel` == 'Business travel', 1, 0) # Correct column name
test_data$Class <- ifelse(test_data$Class == 'Business', 1, ifelse(test_data$Class == 'Eco', 0, -1))
test_data$satisfaction <- ifelse(test_data$satisfaction == 'neutral or dissatisfied', 1, 0)
x_train <- train_data %>%
select(-satisfaction)
y_train <- train_data$satisfaction
x_test <- test_data %>%
select(-satisfaction)
y_test <- factor(test_data$satisfaction)
# Define task and learner
task <- makeClassifTask(id = "train_data",
data = train_data,
target = "satisfaction")
learner <- makeLearner("classif.ranger")
# Choose resampling strategy and define grid
rdesc <- makeResampleDesc("CV", iters = 5)
ps <- makeParamSet(
makeIntegerParam("mtry", lower = 3, upper = 4),
makeDiscreteParam("num.trees", 200),
makeDiscreteParam("respect.unordered.factors", values = c("ignore", "order", "partition"))
#makeDiscreteParam("replace", values = c("TRUE" = TRUE, "FALSE" = FALSE))
)
# Tune
res = tuneParams(learner, task, rdesc, par.set = ps,
control = makeTuneControlGrid())
## [Tune] Started tuning learner classif.ranger for parameter set:
## Type len Def Constr Req Tunable
## mtry integer - - 3 to 4 - TRUE
## num.trees discrete - - 200 - TRUE
## respect.unordered.factors discrete - - ignore,order,partition - TRUE
## Trafo
## mtry -
## num.trees -
## respect.unordered.factors -
## With control class: TuneControlGrid
## Imputation value: 1
## [Tune-x] 1: mtry=3; num.trees=200; respect.unordered.factors=ignore
## [Tune-y] 1: mmce.test.mean=0.0397771; time: 1.6 min
## [Tune-x] 2: mtry=4; num.trees=200; respect.unordered.factors=ignore
## [Tune-y] 2: mmce.test.mean=0.0376790; time: 1.6 min
## [Tune-x] 3: mtry=3; num.trees=200; respect.unordered.factors=order
## [Tune-y] 3: mmce.test.mean=0.0401332; time: 1.6 min
## [Tune-x] 4: mtry=4; num.trees=200; respect.unordered.factors=order
## [Tune-y] 4: mmce.test.mean=0.0379485; time: 1.7 min
## [Tune-x] 5: mtry=3; num.trees=200; respect.unordered.factors=partition
## [Tune-y] 5: mmce.test.mean=0.0398830; time: 1.5 min
## [Tune-x] 6: mtry=4; num.trees=200; respect.unordered.factors=partition
## [Tune-y] 6: mmce.test.mean=0.0376405; time: 1.7 min
## [Tune] Result: mtry=4; num.trees=200; respect.unordered.factors=partition : mmce.test.mean=0.0376405
Tuning Ergebnisse visualisieren 3 Hyperparameter
# Ergebnisse extrahieren
df <- as.data.frame(res$opt.path)
# Scatterplot-Matrix mit Größe der Punkte basierend auf MME erstellen
ggplot(df, aes(x = mtry, y = num.trees, color = respect.unordered.factors, size = mmce.test.mean)) +
geom_point() +
facet_grid(. ~ respect.unordered.factors) +
labs(title = "Hyperparameter Visualisierung",
x = "mtry", y = "num.trees",
color = "respect.unordered.factors",
size = "Mean Misclassification Error") +
theme_minimal()
Tuning Ergebnisse visualisieren 2 Hyperparameter
# Ergebnisse extrahieren
df <- as.data.frame(res$opt.path)
# Plot der Ergebnisse als interaktiver 3D-Plot
plot_ly(data = df, x = ~mtry, y = ~num.trees, z = ~mmce.test.mean, type = "scatter3d", mode = "markers",
marker = list(size = 5, color = ~mmce.test.mean, colorscale = "Viridis")) %>%
layout(scene = list(xaxis = list(title = "mtry"), yaxis = list(title = "num.trees"), zaxis = list(title = "Mean Misclassification Error")))
lrn = setHyperPars(makeLearner("classif.ranger"), par.vals = res$x)
Ranger_model = mlr::train(lrn, task)
print(Ranger_model)
## Model for learner.id=classif.ranger; learner.class=classif.ranger
## Trained on: task.id = train_data; obs = 103904; features = 23
## Hyperparameters: num.threads=1,verbose=FALSE,respect.unordered.factors=partition,mtry=4,num.trees=200
print(proc.time() - ptm)
## User System verstrichen
## 155.59 1.09 605.23
Predict for our test set
Ranger_pred = getPredictionResponse(predict(Ranger_model, newdata = x_test))
Ranger_pred
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## Levels: 0 1
# Convert both to factors ensuring they have the same levels
levels_set <- union(levels(y_test), levels(Ranger_pred))
y_test <- factor(y_test, levels = levels_set)
task.pred <- factor(Ranger_pred, levels = levels_set)
Evaluating model performance
acc_ranger <- confusionMatrix(Ranger_pred, y_test)$overall['Accuracy']
acc_ranger
## Accuracy
## 0.9626963
precision_ranger <- confusionMatrix(Ranger_pred, y_test)$byClass['Precision']
precision_ranger
## Precision
## 0.9715293
recall <- confusionMatrix(Ranger_pred, y_test)$byClass['Recall']
recall
## Recall
## 0.9426467
f1_score <- confusionMatrix(Ranger_pred, y_test)$byClass['F1']
f1_score
## F1
## 0.9568701
sensitivity <- confusionMatrix(Ranger_pred, y_test)$byClass['Sensitivity']
sensitivity
## Sensitivity
## 0.9426467
specificity <- confusionMatrix(Ranger_pred, y_test)$byClass['Specificity']
specificity
## Specificity
## 0.9783847
kappa <- confusionMatrix(Ranger_pred, y_test)$overall['Kappa']
kappa
## Kappa
## 0.9240191
auc <- confusionMatrix(Ranger_pred, y_test)$byClass['AUC']
auc
## <NA>
## NA
You can copy this markdown content into a Jupyter notebook and execute it with the appropriate kernel (R kernel) to run the R code snippets. Let me know if you need further assistance!